TFF Insights | Sumble

What is TFF?

TensorFlow Federated (TFF) is an open-source machine learning framework for decentralized data. It enables training machine learning models on data stored across multiple devices (e.g., mobile phones) or organizations without requiring the data to be centrally collected. TFF is commonly used in scenarios where data privacy and security are paramount, such as personalized recommendation systems, healthcare, and financial services.

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What other technologies are related to TFF?

TFF Competitor Technologies

chromatography

Chromatography is an alternative separation and purification technique to TFF. It can be used to separate molecules based on different properties.

mentioned alongside TFF in 5% (290) of relevant job posts

column chromatography

Column chromatography is another form of chromatography. Chromatography serves the same purpose as TFF.

mentioned alongside TFF in 9% (58) of relevant job posts

HPLC

HPLC is a separation technique that can be used for purification, similar to TFF, although it is often used for analytical purposes.

mentioned alongside TFF in 0% (186) of relevant job posts

TFF Complementary Technologies

bioreactors

Bioreactors are used for cell culture and fermentation processes, which may generate feed streams that require TFF for purification and concentration.

mentioned alongside TFF in 14% (121) of relevant job posts

AKTA

AKTA systems often incorporate or are coupled with TFF systems for protein purification workflows.

mentioned alongside TFF in 10% (131) of relevant job posts

depth filtration

Depth filtration is often used as a pre-treatment step before TFF to remove large particulates and protect the TFF membranes.

mentioned alongside TFF in 16% (57) of relevant job posts